The paper ends with a big-picture figure a roadmap showing how this approach connects language, robotics, and symbolic reasoning into one unified framework. It’s literally titled “The Path to Real Deep Research.” If they’re right, this is the bridge to AGI.
MULTIMODAL AI
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Scientific Reasoning Model Successfully Transferred to Robotics
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Here’s where it gets wild: The same model fine-tuned on scientific reasoning transferred to robotics without new data. Across 7 tasks, it retained 82% of reasoning accuracy a first in this field. Deep research = reusable intelligence.
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Deep Generative Modelling: Comprehensive Lectures on Models and Applications
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Great lectures on deep generative modelling, covering a whole bunch of topics, model families, and learning algorithms in generative models space. And applications in vision and natural language processing, and reinforcement learning.
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Google Gemini to introduce Visual Layout feature
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BREAKING 🚨: Google is gearing up to release the Visual Layout feature on Gemini. Visual Layout can synthesise an interactive layout to represent information on a given topic.
— 🚨 AI News | TestingCatalog (@testingcatalog) 25 octobre 2025
Gemini Pulse 👀 pic.twitter.com/Tv8W4aZhjhBREAKING : Google is gearing up to release the Visual Layout feature on Gemini. Visual Layout can synthesise an interactive layout to represent information on a given topic. Gemini Pulse
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Neural Networks Power Optimus Robot Despite Object Interaction Challenges
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But avoiding cars and pedestrians is very different than interacting with complex deformable objects: “Same neural networks will power Optimus humanoid robot.” https://t.co/uOThutuKzc
— Ken Goldberg (@Ken_Goldberg) 24 octobre 2025But avoiding cars and pedestrians is very different than interacting with complex deformable objects: “Same neural networks will power Optimus humanoid robot.”
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Stanford Model Recognizes Real-World Object Utility in Images
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AI can easily recognize objects, but can it understand how it functions? Stanford researchers developed a new computer vision model that recognizes the real-world utility of objects in images:
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ChatGPT Atlas remembers your searches and browsing history
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ChatGPT Atlas can remember what you’ve searched, visited, and asked about — giving ChatGPT better context for more accurate answers.
— OpenAI (@OpenAI) 24 octobre 2025
You can also ask it to open, close, or revisit any of your tabs anytime. pic.twitter.com/yihrqOwbEIChatGPT Atlas can remember what you’ve searched, visited, and asked about — giving ChatGPT better context for more accurate answers. You can also ask it to open, close, or revisit any of your tabs anytime.
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Google Developing AI-Generated Interactive UI for Web Navigation
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BREAKING 🚨: Google keeps working on the Interactive Mode for Stitch, where AI will predict how the UI should look after navigating to the next page.
— 🚨 AI News | TestingCatalog (@testingcatalog) 24 octobre 2025
It is a glimpse into how the internet will work in the future. All UI will be generated on the fly and react to user… pic.twitter.com/6RuVsVw465BREAKING : Google keeps working on the Interactive Mode for Stitch, where AI will predict how the UI should look after navigating to the next page. It is a glimpse into how the internet will work in the future. All UI will be generated on the fly and react to user
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Robot Models Progress Compared to GPT-4 Level Capabilities
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Had a great time talking to @lachygroom & @hausman_k of @physical_int at @Lux_Capital
's event in NYC this week. Fascinating to hear about surprising progress on robot models. But hey still don't know where we are on the road to GPT-4 level robot models. (Photo: Ben Hider) -
Runway Introduces Workflows, Model Fine-tuning, Advertising Apps
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The introduction of Workflows, Model Fine-tuning, Apps for Advertising and more. Get caught up on what happened This Week with Runway. pic.twitter.com/Fwe4rhypNk
— Runway (@runwayml) 24 octobre 2025The introduction of Workflows, Model Fine-tuning, Apps for Advertising and more. Get caught up on what happened This Week with Runway.